Define the decision
Are you deciding where to invest, evaluating a campaign, improving a customer journey or preparing to enter a market? Agreeing the decision helps identify the right audience, period, comparison and outcomes.
Choose the relevant signals
Digital audience share describes attention. Configurator use and stock searches can indicate intent. Registrations describe completed market activity. These signals can inform each other, but they do not measure the same thing.
Compare like with like
A percentage change needs a baseline and a time period. A campaign comparison needs a clear description of the audiences and outcomes measured. A market benchmark needs consistent definitions across the brands or markets being compared.
Separate observation from explanation
Behaviour after media exposure can provide useful evidence. Whether a result supports a causal claim depends on the study design. Published case studies should make that distinction clear and avoid presenting one campaign’s outcome as a promise for the next.
Turn findings into action
The useful endpoint is an informed next step: adjust a measurement plan, investigate a market, improve content or test a customer experience. Where the evidence is incomplete, the next step may be to collect better data.
Bring these to the first conversation
- The decision and who is responsible for it.
- The brands, models, markets and dates in scope.
- The available data and any restrictions on its use.
- The comparison you need and the outcomes that matter.
- The deadline and how the finding will be used.
This guide expands the question-first approach in Sophus3’s analytics methodology. The exact measurement design is agreed for each project.